Pith Number

pith:EYVOJMLB

pith:2020:EYVOJMLBEF24XIEF22HGTUDTXU

not attested not anchored not stored refs pending

Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies

Gauri Joshi, Jianyu Wang, Yae Jee Cho

arxiv:2010.01243 v1 · 2020-10-03 · cs.LG · cs.DC · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EYVOJMLBEF24XIEF22HGTUDTXU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

5 papers in Pith

FedSteer: Taming Extreme Gradient Staleness in Federated Learning with Corrective Projections and Caching

DIST-FL: Enhancing Security for TEE-based Aggregation in Federated Learning

Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning

Optimizing Split Federated Learning with Unstable Client Participation

Receipt and verification

First computed	2026-07-05T01:40:03.463668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

262ae4b1612175cba085d68e69d073bd1f9de036b92d798391dfc8390482e85a

Aliases

arxiv: 2010.01243 · arxiv_version: 2010.01243v1 · doi: 10.48550/arxiv.2010.01243 · pith_short_12: EYVOJMLBEF24 · pith_short_16: EYVOJMLBEF24XIEF · pith_short_8: EYVOJMLB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/EYVOJMLBEF24XIEF22HGTUDTXU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 262ae4b1612175cba085d68e69d073bd1f9de036b92d798391dfc8390482e85a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7e18279476951db2b340eef157b0da17b5cc6817598cc0bde59459d0f7628e8",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-03T01:04:17Z",
    "title_canon_sha256": "1d915bf3877b7c597c3fecd645b70c2860e5d34b82ef340aaaa18d129abc7159"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.01243",
    "kind": "arxiv",
    "version": 1
  }
}